b094372bd6
multi-project commit with Ia98b1406fc2ee11a96893c77ea58d800fece7624 Change-Id: I8bc3d07b83dbe7d8fc56a618de07dade7f510b13
235 lines
10 KiB
Java
235 lines
10 KiB
Java
/*
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* Copyright (C) 2012 The Android Open Source Project
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package com.android.inputmethod.research;
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import android.util.Log;
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import com.android.inputmethod.annotations.UsedForTesting;
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import com.android.inputmethod.latin.Dictionary;
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import com.android.inputmethod.latin.Suggest;
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import com.android.inputmethod.latin.define.ProductionFlag;
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import java.util.ArrayList;
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import java.util.LinkedList;
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import java.util.Random;
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/**
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* MainLogBuffer is a FixedLogBuffer that tracks the state of LogUnits to make privacy guarantees.
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*
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* There are three forms of privacy protection: 1) only words in the main dictionary are allowed to
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* be logged in enough detail to determine their contents, 2) only a subset of words are logged
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* in detail, such as 10%, and 3) no numbers are logged.
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*
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* This class maintains a list of LogUnits, each corresponding to a word. As the user completes
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* words, they are added here. But if the user backs up over their current word to edit a word
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* entered earlier, then it is pulled out of this LogBuffer, changes are then added to the end of
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* the LogUnit, and it is pushed back in here when the user is done. Because words may be pulled
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* back out even after they are pushed in, we must not publish the contents of this LogBuffer too
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* quickly. However, we cannot let the contents pile up either, or it will limit the editing that
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* a user can perform.
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*
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* To balance these requirements (keep history so user can edit, flush history so it does not pile
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* up), the LogBuffer is considered "complete" when the user has entered enough words to form an
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* n-gram, followed by enough additional non-detailed words (that are in the 90%, as per above).
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* Once complete, the n-gram may be published to flash storage (via the ResearchLog class).
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* However, the additional non-detailed words are retained, in case the user backspaces to edit
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* them. The MainLogBuffer then continues to add words, publishing individual non-detailed words
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* as new words arrive. After enough non-detailed words have been pushed out to account for the
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* 90% between words, the words at the front of the LogBuffer can be published as an n-gram again.
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*
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* If the words that would form the valid n-gram are not in the dictionary, then words are pushed
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* through the LogBuffer one at a time until an n-gram is found that is entirely composed of
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* dictionary words.
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*
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* If the user closes a session, then the entire LogBuffer is flushed, publishing any embedded
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* n-gram containing dictionary words.
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*/
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public abstract class MainLogBuffer extends FixedLogBuffer {
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private static final String TAG = MainLogBuffer.class.getSimpleName();
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private static final boolean DEBUG = false && ProductionFlag.IS_EXPERIMENTAL_DEBUG;
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// The size of the n-grams logged. E.g. N_GRAM_SIZE = 2 means to sample bigrams.
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public static final int N_GRAM_SIZE = 2;
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// TODO: Remove dependence on Suggest, and pass in Dictionary as a parameter to an appropriate
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// method.
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private final Suggest mSuggest;
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@UsedForTesting
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private Dictionary mDictionaryForTesting;
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private boolean mIsStopping = false;
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/* package for test */ int mNumWordsBetweenNGrams;
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// Counter for words left to suppress before an n-gram can be sampled. Reset to mMinWordPeriod
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// after a sample is taken.
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/* package for test */ int mNumWordsUntilSafeToSample;
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public MainLogBuffer(final int wordsBetweenSamples, final int numInitialWordsToIgnore,
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final Suggest suggest) {
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super(N_GRAM_SIZE + wordsBetweenSamples);
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mNumWordsBetweenNGrams = wordsBetweenSamples;
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mNumWordsUntilSafeToSample = DEBUG ? 0 : numInitialWordsToIgnore;
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mSuggest = suggest;
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}
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@UsedForTesting
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/* package for test */ void setDictionaryForTesting(final Dictionary dictionary) {
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mDictionaryForTesting = dictionary;
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}
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private Dictionary getDictionary() {
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if (mDictionaryForTesting != null) {
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return mDictionaryForTesting;
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}
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if (mSuggest == null || !mSuggest.hasMainDictionary()) return null;
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return mSuggest.getMainDictionary();
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}
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public void resetWordCounter() {
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mNumWordsUntilSafeToSample = mNumWordsBetweenNGrams;
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}
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public void setIsStopping() {
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mIsStopping = true;
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}
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/**
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* Determines whether uploading the n words at the front the MainLogBuffer will not violate
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* user privacy.
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*
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* The size of the MainLogBuffer is just enough to hold one n-gram, its corrections, and any
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* non-character data that is typed between words. The decision about privacy is made based on
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* the buffer's entire content. If it is decided that the privacy risks are too great to upload
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* the contents of this buffer, a censored version of the LogItems may still be uploaded. E.g.,
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* the screen orientation and other characteristics about the device can be uploaded without
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* revealing much about the user.
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*/
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private boolean isSafeNGram(final ArrayList<LogUnit> logUnits, final int minNGramSize) {
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// Bypass privacy checks when debugging.
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if (ResearchLogger.IS_LOGGING_EVERYTHING) {
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if (mIsStopping) {
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return true;
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}
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// Only check that it is the right length. If not, wait for later words to make
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// complete n-grams.
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int numWordsInLogUnitList = 0;
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final int length = logUnits.size();
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for (int i = 0; i < length; i++) {
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final LogUnit logUnit = logUnits.get(i);
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final String word = logUnit.getWord();
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if (word != null) {
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numWordsInLogUnitList++;
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}
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}
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return numWordsInLogUnitList >= minNGramSize;
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}
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// Check that we are not sampling too frequently. Having sampled recently might disclose
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// too much of the user's intended meaning.
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if (mNumWordsUntilSafeToSample > 0) {
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return false;
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}
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// Reload the dictionary in case it has changed (e.g., because the user has changed
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// languages).
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final Dictionary dictionary = getDictionary();
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if (dictionary == null) {
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// Main dictionary is unavailable. Since we cannot check it, we cannot tell if a
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// word is out-of-vocabulary or not. Therefore, we must judge the entire buffer
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// contents to potentially pose a privacy risk.
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return false;
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}
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// Check each word in the buffer. If any word poses a privacy threat, we cannot upload
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// the complete buffer contents in detail.
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int numWordsInLogUnitList = 0;
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final int length = logUnits.size();
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for (int i = 0; i < length; i++) {
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final LogUnit logUnit = logUnits.get(i);
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if (!logUnit.hasWord()) {
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// Digits outside words are a privacy threat.
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if (logUnit.mayContainDigit()) {
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return false;
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}
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} else {
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numWordsInLogUnitList++;
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final String word = logUnit.getWord();
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// Words not in the dictionary are a privacy threat.
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if (ResearchLogger.hasLetters(word) && !(dictionary.isValidWord(word))) {
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if (DEBUG) {
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Log.d(TAG, "NOT SAFE!: hasLetters: " + ResearchLogger.hasLetters(word)
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+ ", isValid: " + (dictionary.isValidWord(word)));
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}
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return false;
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}
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}
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}
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// Finally, only return true if the minNGramSize is met.
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return numWordsInLogUnitList >= minNGramSize;
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}
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public void shiftAndPublishAll() {
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final LinkedList<LogUnit> logUnits = getLogUnits();
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while (!logUnits.isEmpty()) {
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publishLogUnitsAtFrontOfBuffer();
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}
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}
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@Override
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protected final void onBufferFull() {
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publishLogUnitsAtFrontOfBuffer();
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}
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protected final void publishLogUnitsAtFrontOfBuffer() {
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ArrayList<LogUnit> logUnits = peekAtFirstNWords(N_GRAM_SIZE);
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if (isSafeNGram(logUnits, N_GRAM_SIZE)) {
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// Good n-gram at the front of the buffer. Publish it, disclosing details.
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publish(logUnits, true /* canIncludePrivateData */);
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shiftOutWords(N_GRAM_SIZE);
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resetWordCounter();
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} else {
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// No good n-gram at front, and buffer is full. Shift out the first word (or if there
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// is none, the existing logUnits).
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logUnits = peekAtFirstNWords(1);
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publish(logUnits, false /* canIncludePrivateData */);
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shiftOutWords(1);
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}
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}
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/**
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* Called when a list of logUnits should be published.
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*
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* It is the subclass's responsibility to implement the publication.
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*
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* @param logUnits The list of logUnits to be published.
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* @param canIncludePrivateData Whether the private data in the logUnits can be included in
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* publication.
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*/
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protected abstract void publish(final ArrayList<LogUnit> logUnits,
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final boolean canIncludePrivateData);
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@Override
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protected void shiftOutWords(final int numWords) {
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final int oldNumActualWords = getNumActualWords();
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super.shiftOutWords(numWords);
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final int numWordsShifted = oldNumActualWords - getNumActualWords();
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mNumWordsUntilSafeToSample -= numWordsShifted;
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if (DEBUG) {
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Log.d(TAG, "wordsUntilSafeToSample now at " + mNumWordsUntilSafeToSample);
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}
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}
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}
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